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Bannasch P, Ribback S, Su Q, Mayer D. Clear cell hepatocellular carcinoma: origin, metabolic traits and fate of glycogenotic clear and ground glass cells. Hepatobiliary Pancreat Dis Int 2017; 16:570-594. [PMID: 29291777 DOI: 10.1016/s1499-3872(17)60071-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2017] [Accepted: 08/14/2017] [Indexed: 02/05/2023]
Abstract
Clear cell hepatocellular carcinoma (CCHCC) has hitherto been considered an uncommon, highly differentiated variant of hepatocellular carcinoma (HCC) with a relatively favorable prognosis. CCHCC is composed of mixtures of clear and/or acidophilic ground glass hepatocytes with excessive glycogen and/or fat and shares histology, clinical features and etiology with common HCCs. Studies in animal models of chemical, hormonal and viral hepatocarcinogenesis and observations in patients with chronic liver diseases prone to develop HCC have shown that the majority of HCCs are preceded by, or associated with, focal or diffuse excessive storage of glycogen (glycogenosis) which later may be replaced by fat (lipidosis/steatosis). In ground glass cells, the glycogenosis is accompanied by proliferation of the smooth endoplasmic reticulum, which is closely related to glycogen particles and frequently harbors the hepatitis B surface antigen (HBsAg). From the findings in animal models a sequence of changes has been established, commencing with preneoplastic glycogenotic liver lesions, often containing ground glass cells, and progressing to glycogen-poor neoplasms via various intermediate stages, including glycogenotic/lipidotic clear cell foci, clear cell hepatocellular adenomas (CCHCA) rich in glycogen and/or fat, and CCHCC. A similar process seems to take place in humans, with clear cells frequently persisting in CCHCC and steatohepatitic HCC, which presumably represent intermediate stages in the development rather than particular variants of HCC. During the progression of the preneoplastic lesions, the clear and ground glass cells transform into cells characteristic of common HCC. The sequential cellular changes are associated with metabolic aberrations, which start with an activation of the insulin signaling cascade resulting in pre-neoplastic hepatic glycogenosis. The molecular and metabolic changes underlying the glycogenosis/lipidosis are apparently responsible for the dramatic metabolic shift from gluconeogenesis to the pentose phosphate pathway and Warburg-type glycolysis, which provide precursors and energy for an ever increasing cell proliferation during progression.
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Affiliation(s)
| | - Silvia Ribback
- Institut für Pathologie, Universitätsmedizin Greifswald, Greifswald, Germany
| | - Qin Su
- Cell Marque, Millipore-Sigma Rocklin, USA
| | - Doris Mayer
- German Cancer Research Center, Heidelberg, Germany
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Discovering potential serological biomarker for chronic Hepatitis B Virus-related hepatocellular carcinoma in Chinese population by MAL-associated serum glycoproteomics analysis. Sci Rep 2017; 7:38918. [PMID: 28079114 PMCID: PMC5228127 DOI: 10.1038/srep38918] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2016] [Accepted: 11/15/2016] [Indexed: 12/12/2022] Open
Abstract
The accuracy of current biomarkers for the diagnosis of hepatocellular carcinoma (HCC), especially chronic Hepatitis B Virus (HBV)-related HCC, is limited. Recent progress in glycoproteomics has provided a novel platform for screening novel serological biomarkers of HCC. In this study, lectin affinity chromatography by Maackia amurensis lectin (MAL) and iTRAQ combined with mass spectrometric analysis were performed to enrich and identify the glycoprotein fractions in serum samples from HBV-related HCC patients and from healthy controls. Seventeen differential MAL-associated glycoproteins were identified. Among them, Galectin 3 binding protein (Gal-3BP) was selected for further evaluated by ELISA analysis and showed a high diagnostic potential of HBV-related HCC, with the AUC of 0.898 and a sensitivity, specificity and accuracy of 80.00%, 93.75% and 86.88%, respectively. Moreover, we constructed a predictive model through the combined use of serum Gal-3BP and Alpha Fetoprotein (AFP), which improved the sensitivity (from 87.5% to 95%), specificity (from 93.75% to 95%) and accuracy (from 90.63% to 95%) of diagnosing early HCC. These data suggested serum Gal-3BP level is a promising biomarker to identify HBV-related HCC and the combined use of serum Gal-3BP and AFP improves the diagnostic potential of HBV-HCC compared with AFP alone in current clinical practice.
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Integrated GlycoProteome Analyzer (I-GPA) for Automated Identification and Quantitation of Site-Specific N-Glycosylation. Sci Rep 2016; 6:21175. [PMID: 26883985 PMCID: PMC4756296 DOI: 10.1038/srep21175] [Citation(s) in RCA: 67] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2015] [Accepted: 01/19/2016] [Indexed: 01/01/2023] Open
Abstract
Human glycoproteins exhibit enormous heterogeneity at each N-glycosite, but few studies have attempted to globally characterize the site-specific structural features. We have developed Integrated GlycoProteome Analyzer (I-GPA) including mapping system for complex N-glycoproteomes, which combines methods for tandem mass spectrometry with a database search and algorithmic suite. Using an N-glycopeptide database that we constructed, we created novel scoring algorithms with decoy glycopeptides, where 95 N-glycopeptides from standard α1-acid glycoprotein were identified with 0% false positives, giving the same results as manual validation. Additionally automated label-free quantitation method was first developed that utilizes the combined intensity of top three isotope peaks at three highest MS spectral points. The efficiency of I-GPA was demonstrated by automatically identifying 619 site-specific N-glycopeptides with FDR ≤ 1%, and simultaneously quantifying 598 N-glycopeptides, from human plasma samples that are known to contain highly glycosylated proteins. Thus, I-GPA platform could make a major breakthrough in high-throughput mapping of complex N-glycoproteomes, which can be applied to biomarker discovery and ongoing global human proteome project.
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Zhao S, Li H, Wang Q, Su C, Wang G, Song H, Zhao L, Luan Z, Su R. The role of c-Src in the invasion and metastasis of hepatocellular carcinoma cells induced by association of cell surface GRP78 with activated α2M. BMC Cancer 2015; 15:389. [PMID: 25958313 PMCID: PMC4455704 DOI: 10.1186/s12885-015-1401-z] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2014] [Accepted: 04/29/2015] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Emerging data have suggested that cell surface GRP78 is a multifunctional receptor and has been linked to proliferative and antiapoptotic signaling cascades. Activated α2-macroglobin (α2M*) is a natural circulating ligand of cell surface GRP78. Association of cell surface GRP78 with α2M* is involved in the regulation of cell proliferation, survival and apoptosis in human cancers. METHODS The invasion and metastasis of HCC cells were examined using transwell and wound healing assay; Cell surface expression of GRP78 was detected by in cell western assay. Translocation of GRP78 from cytosol to cell surface was observed by transfection of GRP78-EGFP plus TRIRC-WGA staining. The levels of Src, phosphor-Src, FAK, phospho-FAK, EGFR, phospho-EGFR, phospho-Cortactin, phospho-Paxillin were determined by western blot. Cell surface expression of GRP78 in HCC tissue samples was observed by immunofluorescence. The distribution of Paxillin and Cortactin in HCC cells was also observed by immunofluorescence. The interaction between GRP78 and Src were detected by far-western blot, co-immunoprecipitation and GST pulldown. GRP78 mRNA was detected by RT-PCR. RESULTS In the current study, we showed that association of cell surface GRP78 with α2M* stimulated the invasion and metastasis of HCC. Cell surface GRP78 could interact directly with c-Src, promoted the phosphorylation of c-Src at Y416. Inhibition of the tyrosine kinase activity of c-Src with PP2 reverted the stimulatory effect caused by association of cell surface GRP78 with α2M*. Moreover, association of cell surface GRP78 with α2M* facilitates the interaction between EGFR and c-Src and consequently phosphorylated EGFR at Y1101 and Y845, promoting the invasion and metastasis of HCCs. However, inhibition of the tyrosine kinase of c-Src do not affect the interaction between EGFR and Src. CONCLUSION c-Src plays a critical role in the invasion and metastasis of HCC induced by association of cell surface GRP78 with α2M*. Cell surface GRP78 directly binds and phosphorylates c-Src. As a consequence, c-Src phosphorylated EGFR, promoting the invasion and metastasis of HCCs.
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Affiliation(s)
- Song Zhao
- Central laboratory, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China.
| | - Hongdan Li
- Central laboratory, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China.
| | - Qingjun Wang
- Oncology Department, the First Affiliated Hospital of Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China.
| | - Chang Su
- Veterinary Medicine Department, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China.
| | - Guan Wang
- Central laboratory, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China.
| | - Huijuan Song
- Central laboratory, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China.
| | - Liang Zhao
- Pharmacy Department, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121000, China.
| | - Zhidong Luan
- Development Department, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121000, China.
| | - Rongjian Su
- Central laboratory, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121001, China. .,Cell Biology AND Genetic Department, Liaoning Medical College, No 40 Songpo Road, Jinzhou, 121000, China.
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Remarkable Anticancer Activity of Teucrium polium on Hepatocellular Carcinogenic Rats. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2014; 2014:726724. [PMID: 25197311 PMCID: PMC4145797 DOI: 10.1155/2014/726724] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/23/2014] [Revised: 07/17/2014] [Accepted: 07/17/2014] [Indexed: 02/06/2023]
Abstract
The term cancer has been concomitant with despair, agony, and dreadful death. Like many other diseases, herbal therapy has been used to prevent or suppress cancer. The present study investigated the capability of the decoction of Teucrium polium L. from Lamiaceae family to protect liver cells against hepatocellular carcinoma in carcinogenesis-induced animal model. After 28 weeks of treatment with decoction of Teucrium polium L., serum biochemical markers including ALT, AST, AFP, GGT, ALP, HCY, TNF-α, α2MG, and CBG have been regulated auspiciously. Total antioxidant status also has been increased intensely. Liver lesion score in treated group was lessened and glucocorticoid activity has been intensified significantly. In conclusion, Teucrium polium L. decoction might inhibit or suppress liver cancer development.
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Guan P, Olaharski A, Fielden M, Roome N, Dragan Y, Sina J. Biomarkers of carcinogenicity and their roles in drug discovery and development. Expert Rev Clin Pharmacol 2014; 1:759-71. [DOI: 10.1586/17512433.1.6.759] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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Joseph JP, Raval SK, Sadariya KA, Jhala M, Kumar P. Anti cancerous efficacy of Ayurvedic milk extract of Semecarpus anacardium nuts on hepatocellular carcinoma in Wistar rats. AFRICAN JOURNAL OF TRADITIONAL, COMPLEMENTARY, AND ALTERNATIVE MEDICINES : AJTCAM 2013; 10:299-304. [PMID: 24311839 PMCID: PMC3847419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
The objective of the study was to determine the anticancerous efficacy of Ayurvedic preparation made of Semecarpus anacardium (SA) nuts. Five groups of rats were used for the study. Group I served as water control. Hepatocellular carcinoma (HCC) was induced in groups II, III and IV animals using N-nitrosodiethylamine as inducing agent followed by phenobarbitone as promoter for 13 weeks. Group-II animals were kept untreated as hepatocellular carcinoma control. Group-III animals were treated with Ayurvedic milk extract of Semecarpus anacardium nuts at dose mentioned in Ashtangahridaya, an authentic book of Ayurveda for 49 days and group-IV animals were treated with doxorubicin as reference drug at dose of 1mg/kg twice a week for 7 weeks. Group V animals were kept as drug (SA nut milk extract) control for studying the effect of nut milk extract on normal rats. After 154 days of experiment, all animals were subjected to screening for HCC by estimation of liver enzymes, HCC marker (alpha-2 macroglobulin) and histopathology. Both liver enzymes and HCC marker were increased in hepatocellular carcinoma control along with neoplastic changes in liver and were decreased in Semecarpus anacardium nut milk extract treated group. The Ayurvedic drug showed positive correlation with the action of doxorubicin. This study demonstrated the efficacy of Semecarpus anacardium nut milk extract for the treatment of hepatocellular carcinoma either alone or along with chemotherapy.
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Affiliation(s)
- Joice P Joseph
- Department of Veterinary Medicine, College of Veterinary Science and Animal Husbandry, Junagadh Agricultural University, Junagadh, Gujarat, India., Department of Veterinary Medicine, College of Veterinary Science and Animal Husbandry, Anand Agricultural University, Anand, Gujarat (INDIA)
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Kakehashi A, Ishii N, Shibata T, Wei M, Okazaki E, Tachibana T, Fukushima S, Wanibuchi H. Mitochondrial prohibitins and septin 9 are implicated in the onset of rat hepatocarcinogenesis. Toxicol Sci 2010; 119:61-72. [PMID: 20935162 DOI: 10.1093/toxsci/kfq307] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
In the present study, protein lysates from microdissected glutathione S-transferase placental-form-positive (GST-P(+)) foci and hepatocellular carcinomas from livers of rats treated with N-diethylnitrosamine followed by phenobarbital at doses of 0 and 500 ppm in the diet for 10 and 33 weeks were analyzed using QSTAR Elite liquid chromatography with tandem mass spectrometry and iTRAQ technology. Among 75 proteins, a total of 27 and 50 proteins displaying significant quantitative changes comparing with adjacent normal-appearing liver tissue were identified in GST-P(+) foci of initiation control and promotion groups, respectively, which are related to transcription, protein folding, cytoskeleton filaments reorganization, cell cycle control, nuclear factor (erythroid-derived 2)-like 2 (NRF2)-mediated oxidative stress responses, lipid metabolism, glutathione metabolism, oxidative phosphorylation, and signal transduction. Furthermore, Ingenuity Pathway and bioinformatic analyses revealed that expression changes of genes encoding proteins with altered expression detected in GST-P(+) foci are likely to be controlled by c-myc, NRF2, aryl hydrocarbon receptor, nuclear factor kappa B, and hepatocyte nuclear factor 4 transcriptional factors. Coordinated overexpression of mitochondrial chaperons prohibitin (PHB) and prohibitin 2 (PHB2), septin 9 (SEPT9), neurabin 1, and other cytoskeletal and functional proteins in areas of GST-P(+) foci during initiation and/or promotion stages of rat hepatocarcinogenesis was associated with induction of cell proliferation and might be responsible for the neoplastic transformation of rat liver preneoplastic lesions. Newly discovered elevation of PHB, PHB2, and SEPT9 in GST-P(+) foci and tumors, imply that they might play important role in the onset of liver cancer and be of potential values in the studies of hepatocarcinogenesis.
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Affiliation(s)
- Anna Kakehashi
- Department of Pathology, Osaka City University Medical School, Abeno-ku, Osaka 545-8585, Japan
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Disruption of Smad-dependent signaling for growth of GST-P-positive lesions from the early stage in a rat two-stage hepatocarcinogenesis model. Toxicol Appl Pharmacol 2010; 246:128-40. [DOI: 10.1016/j.taap.2010.04.016] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2010] [Revised: 03/22/2010] [Accepted: 04/08/2010] [Indexed: 11/30/2022]
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French SW. Molecular events in hepatic preneoplasia: a review. Exp Mol Pathol 2010; 88:219-24. [PMID: 20097196 DOI: 10.1016/j.yexmp.2010.01.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2010] [Accepted: 01/14/2010] [Indexed: 01/23/2023]
Affiliation(s)
- S W French
- Department of Pathology, Harbor-UCLA Medical Center, 1000 W. Carson St., Torrance, CA 90509, USA.
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Sukata T, Uwagawa S, Ozaki K, Sumida K, Kushida M, Kakehashi A, Wanibuchi H, Miyata K, Ogata K, Fukushima S. Characteristic upregulation of glucose-regulated protein 78 in an early lesion negative for hitherto established cytochemical markers in rat hepatocarcinogenesis. J Toxicol Pathol 2009; 22:281-8. [PMID: 22272003 PMCID: PMC3234602 DOI: 10.1293/tox.22.281] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2009] [Accepted: 06/24/2009] [Indexed: 02/07/2023] Open
Abstract
Previously, we reported α2-macroglobulin (α2M) to be a
novel marker characteristic of rat hepatocellular preneoplastic and neoplastic
lesions negative for hitherto well-established markers. In the present study, we
further examined other candidate markers with specificity for the same type of
lesions. Glutathione S-transferase-placental form
(GST-P)-negative hepatocellular altered foci (HAF) were generated using a
two-stage (initiation and promotion) carcinogenesis protocol with
N,N-diethylnitrosamine (DEN) and either Wy-14,643 or clofibrate, two peroxisome
proliferators. Microarray analysis using total RNAs isolated from
laser-microdissected GST-P-negative HAF (amphophilic cell foci) and adjacent
normal tissues was conducted along with immunohistochemistry and real-time
RT-PCR. Staining for glucose-regulated protein 78 (GRP78) was detected in
GST-P-negative HAF and hepatocellular adenomas, and slightly increased GRP78
mRNA expression was observed in the lesions by real-time RT-PCR analysis. Thus,
an early increase of GRP78 expression in hepatocarcinogenesis is likely a
feature of the amphophilic subset of HAF.
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Affiliation(s)
- Tokuo Sukata
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Satoshi Uwagawa
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Keisuke Ozaki
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Kayo Sumida
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Masahiko Kushida
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Anna Kakehashi
- Department of Pathology, Osaka City University Medical School,
1–4–3 Asahi-machi, Abeno-ku, Osaka 545-8585, Japan
| | - Hideki Wanibuchi
- Department of Pathology, Osaka City University Medical School,
1–4–3 Asahi-machi, Abeno-ku, Osaka 545-8585, Japan
| | - Kaori Miyata
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Keiko Ogata
- Environmental Health Science Laboratory, Sumitomo Chemical Co.,
Ltd., 1–98, 3-chome, Kasugade-Naka, Konohana-ku, Osaka 554-8558, Japan
| | - Shoji Fukushima
- Japan Bioassay Research Center, Japan Industrial Safety and
Health Association, 2445 Hirasawa, Hadano, Kanagawa 257-0015, Japan
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Induction of GST-P-positive proliferative lesions facilitating lipid peroxidation with possible involvement of transferrin receptor up-regulation and ceruloplasmin down-regulation from the early stage of liver tumor promotion in rats. Arch Toxicol 2009; 84:319-31. [PMID: 20091025 DOI: 10.1007/s00204-009-0496-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2009] [Accepted: 11/30/2009] [Indexed: 10/20/2022]
Abstract
To elucidate the role of metal-related molecules in hepatocarcinogenesis, we examined immunolocalization of transferrin receptor (Tfrc), ceruloplasmin (Cp) and metallothionein (MT)-1/2 in relation to liver cell foci positive for glutathione-S-transferase placental form (GST-P) in the early stage of tumor promotion by fenbendazole (FB), phenobarbital, piperonyl butoxide or thioacetamide in a rat two-stage hepatocarcinogenesis model. To estimate the involvement of oxidative stress responses to the promotion, immunolocalization of 4-hydroxy-2-nonenal, malondialdehyde and acrolein was similarly examined. Our findings showed that MT-1/2 immunoreactivity was not associated with the cellular distribution of GST-P and proliferating cell nuclear antigen, suggesting no role of MT-1/2 in hepatocarcinogenesis. We also found enhanced expression of Tfrc after treatment with strong tumor-promoting chemicals. With regard to Cp, the population showing down-regulation was increased in the GST-P-positive foci in relation to tumor promotion. Up-regulation of Tfrc and down-regulation of Cp was maintained in GST-P-positive neoplastic lesions induced after long-term promotion with FB, suggesting the expression changes occurring downstream of the signaling pathway involved in the formation of GST-P-positive lesions. Furthermore, enhanced accumulation of lipid peroxidation end products was observed in the GST-P-positive foci by promotion. Post-initiation treatment with peroxisome proliferator-activated receptor alpha agonists did not enhance any such distribution changes in GST-P-negative foci. The results thus suggest that facilitation of lipid peroxidation is involved in the induction of GST-P-positive lesions by tumor promotion from an early stage, and up-regulation of Tfrc and down-regulation of Cp may be a signature of enhanced oxidative cellular stress in these lesions.
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Gevaert O, Daemen A, De Moor B, Libbrecht L. A taxonomy of epithelial human cancer and their metastases. BMC Med Genomics 2009; 2:69. [PMID: 20017941 PMCID: PMC2806369 DOI: 10.1186/1755-8794-2-69] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2009] [Accepted: 12/17/2009] [Indexed: 12/21/2022] Open
Abstract
Background Microarray technology has allowed to molecularly characterize many different cancer sites. This technology has the potential to individualize therapy and to discover new drug targets. However, due to technological differences and issues in standardized sample collection no study has evaluated the molecular profile of epithelial human cancer in a large number of samples and tissues. Additionally, it has not yet been extensively investigated whether metastases resemble their tissue of origin or tissue of destination. Methods We studied the expression profiles of a series of 1566 primary and 178 metastases by unsupervised hierarchical clustering. The clustering profile was subsequently investigated and correlated with clinico-pathological data. Statistical enrichment of clinico-pathological annotations of groups of samples was investigated using Fisher exact test. Gene set enrichment analysis (GSEA) and DAVID functional enrichment analysis were used to investigate the molecular pathways. Kaplan-Meier survival analysis and log-rank tests were used to investigate prognostic significance of gene signatures. Results Large clusters corresponding to breast, gastrointestinal, ovarian and kidney primary tissues emerged from the data. Chromophobe renal cell carcinoma clustered together with follicular differentiated thyroid carcinoma, which supports recent morphological descriptions of thyroid follicular carcinoma-like tumors in the kidney and suggests that they represent a subtype of chromophobe carcinoma. We also found an expression signature identifying primary tumors of squamous cell histology in multiple tissues. Next, a subset of ovarian tumors enriched with endometrioid histology clustered together with endometrium tumors, confirming that they share their etiopathogenesis, which strongly differs from serous ovarian tumors. In addition, the clustering of colon and breast tumors correlated with clinico-pathological characteristics. Moreover, a signature was developed based on our unsupervised clustering of breast tumors and this was predictive for disease-specific survival in three independent studies. Next, the metastases from ovarian, breast, lung and vulva cluster with their tissue of origin while metastases from colon showed a bimodal distribution. A significant part clusters with tissue of origin while the remaining tumors cluster with the tissue of destination. Conclusion Our molecular taxonomy of epithelial human cancer indicates surprising correlations over tissues. This may have a significant impact on the classification of many cancer sites and may guide pathologists, both in research and daily practice. Moreover, these results based on unsupervised analysis yielded a signature predictive of clinical outcome in breast cancer. Additionally, we hypothesize that metastases from gastrointestinal origin either remember their tissue of origin or adapt to the tissue of destination. More specifically, colon metastases in the liver show strong evidence for such a bimodal tissue specific profile.
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Affiliation(s)
- Olivier Gevaert
- Bioinformatics, Department of Electrical Engineering (ESAT/SCD), Katholieke Universiteit Leuven, Belgium.
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Sandoval JA, Turner KE, Hoelz DJ, Rescorla FJ, Hickey RJ, Malkas LH. Serum protein profiling to identify high-risk neuroblastoma: preclinical relevance of blood-based biomarkers. J Surg Res 2007; 142:268-74. [PMID: 17727886 PMCID: PMC2040037 DOI: 10.1016/j.jss.2007.03.058] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2007] [Revised: 03/01/2007] [Accepted: 03/04/2007] [Indexed: 11/23/2022]
Abstract
INTRODUCTION Development of early detection assays for advanced stage neuroblastoma (NB) remains elusive. We have previously shown that serum protein profiling technologies can differentiate healthy from NB children. As various sources of patient related bias exist in serum proteins, we hypothesized a well controlled animal model may provide a better method to identify tumor blood-based markers during NB progression. METHODS Tumors were induced in the left kidneys of nude mice by the injection of cultured human NB cells (10(6)). Sera were collected from control and tumor-bearing mice at 2, 4, and 6 wk. Albumin-depleted sera were subjected to comparative proteomic profiling using 2D gel electrophoresis. Paired samples at each time point were analyzed and differentially expressed serum proteins were identified by mass spectrometry. Additionally, sera proteomic analysis from children with Stage IV NB and healthy controls were performed. RESULTS Overexpression of five mouse serum proteins [alpha(1)-acid glycoprotein, alpha(1)-antitrypsin, alpha(2)-macroglobulin, serum amyloid P-component, and serum amyloid A) were found only in NB-bearing mice. Changes in protein abundance were found to increase 2.5-fold (P < or = 0.05) between 2-, 4-, and 6-wk old mice. Underexpression of immunoglobulin kappa chain constant region was observed in the sera of tumor bearing mice compared with controls (2.5-fold, P < or = 0.05). Among NB patients, alpha(1)-acid glycoprotein, apolipoprotein A-IV, haptoglobin, and serum amyloid A were found to be up-regulated. CONCLUSIONS We identified distinct acute phase proteins that show up-regulation in both an animal tumor model and high-risk NB patients. As these serum proteins have been recognized as markers of tumor progression and prognosis in human malignancies, the validation of these polypeptides may enable serum proteomic profiling to become a valuable tool for identifying high-risk NB.
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Affiliation(s)
- John A Sandoval
- Department of Surgery, Indiana University School of Medicine, Riley Hospital for Children, Indianapolis, Indiana, USA
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Fielden MR, Brennan R, Gollub J. A gene expression biomarker provides early prediction and mechanistic assessment of hepatic tumor induction by nongenotoxic chemicals. Toxicol Sci 2007; 99:90-100. [PMID: 17557906 DOI: 10.1093/toxsci/kfm156] [Citation(s) in RCA: 141] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
There are currently no accurate and well-validated short-term tests to identify nongenotoxic hepatic tumorigens, thus necessitating an expensive 2-year rodent bioassay before a risk assessment can begin. Using hepatic gene expression data from rats treated for 5 days with one of 100 structurally and mechanistically diverse nongenotoxic hepatocarcinogens and nonhepatocarcinogens, a novel multigenebiomarker (i.e., signature) was derived to predict the likelihood of nongenotoxic chemicals to induce liver tumors in longer term studies. Independent validation of the signature on 47 test chemicals indicates an assay sensitivity and specificity of 86% and 81%, respectively. Alternate short-term in vivo pathological and genomic biomarkers were evaluated in parallel for comparison, including liver weight, hepatocellular hypertrophy, hepatic necrosis, serum alanine aminotransferase activity, induction of cytochrome P450 genes, and repression of Tsc-22 or alpha2-macroglobulin messenger RNA. In contrast to these biomarkers, the gene expression-based signature was more accurate. Unlike existing tests, an understanding of potential modes of action for hepatic tumorigenicity can be derived by comparison of the signature profile of test chemicals to hepatic tumorigens of known mechanism, including regenerative proliferation, proliferation associated with xenobiotic receptor activation, peroxisome proliferation, and steroid hormone-mediated mechanisms. This signature is not only more accurate than current methods, but also facilitates the identification of mode of action to aid in the early assessment of human cancer risk.
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Affiliation(s)
- Mark R Fielden
- Iconix Biosciences, Inc., Mountain View, California 94043, USA.
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Pérez-Carreón JI, López-García C, Fattel-Fazenda S, Arce-Popoca E, Alemán-Lazarini L, Hernández-García S, Le Berre V, Sokol S, Francois JM, Villa-Treviño S. Gene expression profile related to the progression of preneoplastic nodules toward hepatocellular carcinoma in rats. Neoplasia 2006; 8:373-83. [PMID: 16790086 PMCID: PMC1592455 DOI: 10.1593/neo.05841] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
In this study, we investigated the time course gene expression profile of preneoplastic nodules and hepatocellular carcinomas (HCC) to define the genes implicated in cancer progression in a resistant hepatocyte model. Tissues that included early nodules (1 month, ENT-1), persistent nodules (5 months, ENT-5), dissected HCC (12 months), and normal livers (NL) from adult rats were analyzed by cDNA arrays including 1185 rat genes. Differential genes were derived in each type of sample (n = 3) by statistical analysis. The relationship between samples was described in a Venn diagram for 290 genes. From these, 72 genes were shared between tissues with nodules and HCC. In addition, 35 genes with statistical significance only in HCC and with extreme ratios were identified. Differential expression of 11 genes was confirmed by comparative reverse transcription-polymerase chain reaction, whereas that of 2 genes was confirmed by immunohistochemistry. Members involved in cytochrome P450 and second-phase metabolism were downregulated, whereas genes involved in glutathione metabolism were upregulated, implicating a possible role of glutathione and oxidative regulation. We provide a gene expression profile related to the progression of nodules into HCC, which contributes to the understanding of liver cancer development and offers the prospect for chemoprevention strategies or early treatment of HCC.
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Affiliation(s)
- Julio Isael Pérez-Carreón
- Departamento de Biología Celular, Centro de Investigación y de Estudios Avanzados del IPN, Mexico, DF, Mexico
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Nan L, Bardag-Gorce F, Wu Y, Li J, French BA, French SW. Mallory body forming cells express the preneoplastic hepatocyte phenotype. Exp Mol Pathol 2006; 80:109-18. [PMID: 16413534 DOI: 10.1016/j.yexmp.2005.11.001] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2005] [Revised: 11/01/2005] [Accepted: 11/15/2005] [Indexed: 01/05/2023]
Abstract
The livers of mice fed diethyl 1,4-dihydro-2,4,6,-trimethyl-3,5-pyridinedicarboxylate (DDC) for 10 weeks formed Mallory bodies (MBs) in clusters of hepatocytes. Mice withdrawn from DDC for 9 months developed liver tumors. In the present study, the phenotype of the hepatocytes that formed MBs and tumors was characterized. Immunoperoxidase and immunofluorescent stains were done on the DDC-treated mouse livers, as well as mouse liver tumors and a human hepatocellular carcinoma that formed MBs. Antibodies to markers of hepatocellular neoplasms such as alpha-fetoprotein (AFP), ubiquitin B (UbB) fatty acid synthase (FAS) and alpha2 macroglobulin (A2m) stained the MB forming cells positive. Quantitative real-time RT-PCR assay was used to measure AFP, UbB, FAS and GCP-3 A2m mRNA levels in the livers of DDC fed mice and the DDC-induced mouse liver tumors. The FAS, UbB, GPC-3 and AFP mRNA levels were significantly increased in the MB forming liver cells. The in vitro model of MB formation was used to correlate MB formation with gene and protein expression. Primary cultures of DDC-primed hepatocytes were compared with the controls. A2m and UbB expression increased in the primary cultures of DDC-primed hepatocytes when MBs formed. Thus, the tumor markers used to identify hepatocellular carcinoma were upregulated in cells forming MBs in vivo and in vitro, suggesting that MB forming cells express preneoplastic phenotypic features.
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Affiliation(s)
- Li Nan
- Harbor-UCLA Medical Center, Department of Pathology, Los Angeles Biomedical Research Institute, 1000 W. Carson St., Torrance, CA 90502, USA
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